White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Cropped to 750 m isobath, all covariates (u and v become vel_mag), evaluated using continuous boyce index
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9388298 | 0.9370779 | 0.9898233 | 0.9098822 |
| bt | 0.7686170 | 0.9779805 | 0.8427419 | 0.5172811 |
| maxnet | 0.6928191 | 0.9690934 | 0.7892745 | 0.4689580 |
| gam | NA | 0.9455137 | NA | NA |
| glm | NA | 0.7860134 | NA | NA |
Variable Importance
